CL=F_F Report

Dataset statistics

Number of variables	19
Number of observations	2415
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	360.8 KiB
Average record size in memory	153.0 B

Variable types

DateTime	1
TimeSeries	15
Boolean	1
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2415
Starting point	2010-01-26 00:00:00
Ending point	2019-08-30 00:00:00
Period	1 day, 10 hours and 49 minutes

Alerts

`repaired?` has constant value "False"	Constant
`AD` is highly overall correlated with `OBV`	High correlation
`ATR` is highly overall correlated with `TRANGE`	High correlation
`CMO` is highly overall correlated with `MFI` and 2 other fields	High correlation
`EMA` is highly overall correlated with `KAMA` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MFI` is highly overall correlated with `CMO` and 2 other fields	High correlation
`MidPrice` is highly overall correlated with `EMA` and 6 other fields	High correlation
`NATR` is highly overall correlated with `EMA` and 7 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 2 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR`	High correlation
`TSF` is highly overall correlated with `EMA` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 2 other fields	High correlation
`WMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`MFI` has unique values	Unique
`ROC` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique

Reproduction

Analysis started	2026-02-06 03:47:10.882494
Analysis finished	2026-02-06 03:47:39.724620
Duration	28.84 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2046
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.009536
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.097999
Q1	51.92
median	73.449997
Q3	93.959999
95-th percentile	104.727
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	42.039999

Descriptive statistics

Standard deviation	22.136196
Coefficient of variation (CV)	0.30319595
Kurtosis	-1.3944377
Mean	73.009536
Median Absolute Deviation (MAD)	21.039997
Skewness	-0.021273181
Sum	176318.03
Variance	490.01116
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6227996788

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
53.90000153	4	0.2%
93.95999908	4	0.2%
52.13999939	3	0.1%
81.25	3	0.1%
45.88000107	3	0.1%
55.25999832	3	0.1%
97.01000214	3	0.1%
103.3099976	3	0.1%
47.63999939	3	0.1%
Other values (2036)	2380	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

False	2415

Value	Count	Frequency (%)
False	2415	100.0%

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2393
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.049663
Minimum	29.173
Maximum	112.159
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.173
5-th percentile	42.0861
Q1	51.835001
median	73.592999
Q3	94.232999
95-th percentile	104.7409
Maximum	112.159
Range	82.985999
Interquartile range (IQR)	42.397998

Descriptive statistics

Standard deviation	22.059307
Coefficient of variation (CV)	0.30197685
Kurtosis	-1.4067001
Mean	73.049663
Median Absolute Deviation (MAD)	21.168002
Skewness	-0.029277992
Sum	176414.93
Variance	486.61302
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4790529807

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
74.74399948	2	0.1%
99.21600037	2	0.1%
46.65999985	2	0.1%
47.59700012	2	0.1%
53.03800011	2	0.1%
93.92299881	2	0.1%
96.2730011	2	0.1%
88.81600037	2	0.1%
64.32700043	2	0.1%
49.04799995	2	0.1%
Other values (2383)	2395	99.2%

Value	Count	Frequency (%)
29.17300014	1	< 0.1%
29.23200016	1	< 0.1%
29.38100014	1	< 0.1%
29.45000019	1	< 0.1%
29.4539999	1	< 0.1%
29.53199997	1	< 0.1%
29.71199989	1	< 0.1%
29.87100029	1	< 0.1%
30.00199986	1	< 0.1%
30.00599995	1	< 0.1%

Value	Count	Frequency (%)
112.1589996	1	< 0.1%
112.05	1	< 0.1%
111.657	1	< 0.1%
111.2710007	1	< 0.1%
110.9940002	1	< 0.1%
110.6890007	1	< 0.1%
110.1140007	1	< 0.1%
109.4830002	1	< 0.1%
109.4630005	1	< 0.1%
109.2850006	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.051763
Minimum	29.287779
Maximum	111.98617
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.287779
5-th percentile	42.332275
Q1	51.792681
median	73.663575
Q3	94.327588
95-th percentile	104.58309
Maximum	111.98617
Range	82.698395
Interquartile range (IQR)	42.534907

Descriptive statistics

Standard deviation	22.02642
Coefficient of variation (CV)	0.30151798
Kurtosis	-1.4133331
Mean	73.051763
Median Absolute Deviation (MAD)	21.132357
Skewness	-0.030759268
Sum	176420.01
Variance	485.16317
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5889330355

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
77.38547381	1	< 0.1%
76.70993279	1	< 0.1%
76.15176308	1	< 0.1%
75.55871514	1	< 0.1%
75.35349426	1	< 0.1%
75.69467773	1	< 0.1%
75.9283733	1	< 0.1%
75.42139622	1	< 0.1%
74.6520519	1	< 0.1%
74.14986053	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
29.28777866	1	< 0.1%
29.32124923	1	< 0.1%
29.34284038	1	< 0.1%
29.53727342	1	< 0.1%
29.73933175	1	< 0.1%
29.76140561	1	< 0.1%
30.01263815	1	< 0.1%
30.0558168	1	< 0.1%
30.38566845	1	< 0.1%
30.42297008	1	< 0.1%

Value	Count	Frequency (%)
111.9861738	1	< 0.1%
111.8159609	1	< 0.1%
111.6453243	1	< 0.1%
111.347604	1	< 0.1%
111.1376185	1	< 0.1%
110.7548669	1	< 0.1%
110.3092813	1	< 0.1%
109.8868996	1	< 0.1%
109.3550998	1	< 0.1%
109.2480402	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.828771
Minimum	28.98641
Maximum	110.50473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.98641
5-th percentile	41.896237
Q1	51.587049
median	73.307337
Q3	94.661749
95-th percentile	105.10058
Maximum	110.50473
Range	81.51832
Interquartile range (IQR)	43.0747

Descriptive statistics

Standard deviation	22.153973
Coefficient of variation (CV)	0.3041926
Kurtosis	-1.3982525
Mean	72.828771
Median Absolute Deviation (MAD)	21.466267
Skewness	-0.022778722
Sum	175881.48
Variance	490.79852
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5696771131

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
75.94990541	1	< 0.1%
75.44845809	1	< 0.1%
75.08895703	1	< 0.1%
74.63031267	1	< 0.1%
74.61497339	1	< 0.1%
74.67781188	1	< 0.1%
74.70098678	1	< 0.1%
74.63850411	1	< 0.1%
74.48017585	1	< 0.1%
74.36001062	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
28.98640987	1	< 0.1%
29.00989293	1	< 0.1%
29.0108337	1	< 0.1%
29.02691539	1	< 0.1%
29.06309276	1	< 0.1%
29.07954813	1	< 0.1%
29.09978766	1	< 0.1%
29.11392243	1	< 0.1%
29.14862732	1	< 0.1%
29.18184984	1	< 0.1%

Value	Count	Frequency (%)
110.5047302	1	< 0.1%
110.4845682	1	< 0.1%
110.4488986	1	< 0.1%
110.1477819	1	< 0.1%
109.5040199	1	< 0.1%
108.939151	1	< 0.1%
108.2194244	1	< 0.1%
108.1182478	1	< 0.1%
108.0901468	1	< 0.1%
108.0245786	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.035537
Minimum	28.844364
Maximum	112.62473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.844364
5-th percentile	42.107236
Q1	51.825637
median	73.469274
Q3	94.187545
95-th percentile	104.78122
Maximum	112.62473
Range	83.780363
Interquartile range (IQR)	42.361908

Descriptive statistics

Standard deviation	22.074215
Coefficient of variation (CV)	0.30223937
Kurtosis	-1.4051794
Mean	73.035537
Median Absolute Deviation (MAD)	21.169819
Skewness	-0.027085083
Sum	176380.82
Variance	487.27096
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5614110111

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
76.44363695	1	< 0.1%
75.74618197	1	< 0.1%
75.17272727	1	< 0.1%
74.5721817	1	< 0.1%
74.36981812	1	< 0.1%
74.74145508	1	< 0.1%
75.10018283	1	< 0.1%
74.77236439	1	< 0.1%
74.14345564	1	< 0.1%
73.70272813	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
28.84436382	1	< 0.1%
28.96654545	1	< 0.1%
29.06363654	1	< 0.1%
29.09199985	1	< 0.1%
29.28872753	1	< 0.1%
29.33581831	1	< 0.1%
29.50999995	1	< 0.1%
29.74745438	1	< 0.1%
29.75527274	1	< 0.1%
29.83690879	1	< 0.1%

Value	Count	Frequency (%)
112.6247269	1	< 0.1%
112.5143638	1	< 0.1%
112.2158185	1	< 0.1%
112.0034543	1	< 0.1%
111.6265459	1	< 0.1%
111.1272731	1	< 0.1%
110.5278183	1	< 0.1%
109.9867276	1	< 0.1%
109.756364	1	< 0.1%
109.4421825	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1493
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.944271
Minimum	29.049999
Maximum	111.395
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.049999
5-th percentile	42.1605
Q1	51.869999
median	73.43
Q3	94.232498
95-th percentile	104.73
Maximum	111.395
Range	82.345001
Interquartile range (IQR)	42.362499

Descriptive statistics

Standard deviation	21.995321
Coefficient of variation (CV)	0.30153596
Kurtosis	-1.4053975
Mean	72.944271
Median Absolute Deviation (MAD)	21.189999
Skewness	-0.027112513
Sum	176160.41
Variance	483.79415
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5213585116

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
88.97499847	9	0.4%
59.32500076	9	0.4%
48.18500137	8	0.3%
73.77000046	8	0.3%
86.63500214	7	0.3%
48.91000175	7	0.3%
94.61999893	7	0.3%
52.78000069	7	0.3%
69.13000107	7	0.3%
41.22500038	7	0.3%
Other values (1483)	2339	96.9%

Value	Count	Frequency (%)
29.04999924	1	< 0.1%
29.25	1	< 0.1%
29.46500111	1	< 0.1%
29.51500034	1	< 0.1%
29.69500065	1	< 0.1%
29.78999901	3	0.1%
29.82499886	3	0.1%
30.11499977	1	< 0.1%
30.22500038	1	< 0.1%
30.26500034	2	0.1%

Value	Count	Frequency (%)
111.3950005	1	< 0.1%
110.1650009	2	0.1%
109.8400002	1	< 0.1%
109.7350006	1	< 0.1%
109.3950005	3	0.1%
109.3849983	6	0.2%
108.7900009	1	< 0.1%
108.4500008	1	< 0.1%
108.2249985	4	0.2%
108.079998	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Distinct	2388
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013243118

Minimum	-0.96503551
Maximum	0.9638981
Zeros	6
Zeros (%)	0.2%
Negative	1172
Negative (%)	48.5%
Memory size	37.7 KiB

Quantile statistics

Minimum	-0.96503551
5-th percentile	-0.78770334
Q1	-0.44421999
median	0.023621148
Q3	0.4727144
95-th percentile	0.78423224
Maximum	0.9638981
Range	1.9289336
Interquartile range (IQR)	0.91693439

Descriptive statistics

Standard deviation	0.51473621
Coefficient of variation (CV)	38.868204
Kurtosis	-1.2444146
Mean	0.013243118
Median Absolute Deviation (MAD)	0.45735569
Skewness	-0.041594478
Sum	31.98213
Variance	0.26495337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.2%
0.3333333333	3	0.1%
-0.1415926515	2	0.1%
-0.03030373089	2	0.1%
-0.1978025663	2	0.1%
-0.1093746275	2	0.1%
-0.4533335368	2	0.1%
0.2910442875	2	0.1%
0.25	2	0.1%
-0.06711828651	2	0.1%
Other values (2378)	2390	99.0%

Value	Count	Frequency (%)
-0.965035506	1	< 0.1%
-0.9447852186	1	< 0.1%
-0.933926688	1	< 0.1%
-0.9313727935	1	< 0.1%
-0.930296299	1	< 0.1%
-0.9245266179	1	< 0.1%
-0.9101809128	1	< 0.1%
-0.9086050284	1	< 0.1%
-0.9078599415	1	< 0.1%
-0.9071198947	1	< 0.1%

Value	Count	Frequency (%)
0.9638980966	1	< 0.1%
0.941476805	1	< 0.1%
0.9338243819	1	< 0.1%
0.9311919702	1	< 0.1%
0.9307218741	1	< 0.1%
0.9305148347	1	< 0.1%
0.9289946572	1	< 0.1%
0.9235136724	1	< 0.1%
0.9211804146	1	< 0.1%
0.9210556696	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2412
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.42242328
Minimum	-84.250049
Maximum	70.748687
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-84.250049
5-th percentile	-51.041499
Q1	-20.783791
median	3.1481428
Q3	22.640865
95-th percentile	44.844501
Maximum	70.748687
Range	154.99874
Interquartile range (IQR)	43.424657

Descriptive statistics

Standard deviation	29.487346
Coefficient of variation (CV)	69.805211
Kurtosis	-0.62225993
Mean	0.42242328
Median Absolute Deviation (MAD)	21.368514
Skewness	-0.25526337
Sum	1020.1522
Variance	869.50358
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.560070349 × 10^-19

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
26.86088365	2	0.1%
-70.16435312	2	0.1%
32.41196288	2	0.1%
53.12720454	1	< 0.1%
35.58289242	1	< 0.1%
5.667427431	1	< 0.1%
2.464225485	1	< 0.1%
-4.161795543	1	< 0.1%
-11.94852394	1	< 0.1%
-34.21796051	1	< 0.1%
Other values (2402)	2402	99.5%

Value	Count	Frequency (%)
-84.25004943	1	< 0.1%
-75.36692553	1	< 0.1%
-75.29555316	1	< 0.1%
-74.07847897	1	< 0.1%
-73.83014679	1	< 0.1%
-72.83843309	1	< 0.1%
-72.17022955	1	< 0.1%
-71.01329081	1	< 0.1%
-70.16435312	2	0.1%
-70.01454527	1	< 0.1%

Value	Count	Frequency (%)
70.74868672	1	< 0.1%
66.85435534	1	< 0.1%
66.40525212	1	< 0.1%
66.33634421	1	< 0.1%
66.25726387	1	< 0.1%
64.28674923	1	< 0.1%
62.89240912	1	< 0.1%
61.90329801	1	< 0.1%
61.75269962	1	< 0.1%
61.3821242	1	< 0.1%

ACF and PACF

MFI
Numeric time series

High correlation Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.460473
Minimum	6.4260667
Maximum	92.781019
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4260667
5-th percentile	22.411101
Q1	37.822884
median	49.956301
Q3	61.153325
95-th percentile	75.587922
Maximum	92.781019
Range	86.354952
Interquartile range (IQR)	23.33044

Descriptive statistics

Standard deviation	16.107785
Coefficient of variation (CV)	0.32566985
Kurtosis	-0.49463635
Mean	49.460473
Median Absolute Deviation (MAD)	11.783052
Skewness	-0.061800256
Sum	119447.04
Variance	259.46074
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.401272676 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
23.05024392	1	< 0.1%
13.90603055	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
6.426066667	1	< 0.1%
15.13966348	1	< 0.1%
24.70543338	1	< 0.1%
23.45457478	1	< 0.1%
21.71112256	1	< 0.1%
27.77055201	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
6.426066667	1	< 0.1%
7.177683521	1	< 0.1%
7.324430095	1	< 0.1%
7.533106531	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
8.487216182	1	< 0.1%
9.683595271	1	< 0.1%
9.843022197	1	< 0.1%
10.05282519	1	< 0.1%

Value	Count	Frequency (%)
92.78101906	1	< 0.1%
92.26959564	1	< 0.1%
91.9063252	1	< 0.1%
90.95177049	1	< 0.1%
90.71784276	1	< 0.1%
90.29249438	1	< 0.1%
88.87631657	1	< 0.1%
86.41477383	1	< 0.1%
86.3557903	1	< 0.1%
85.98526463	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05669029
Minimum	-26.188495
Maximum	25.066768
Zeros	1
Zeros (%)	< 0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-26.188495
5-th percentile	-10.613112
Q1	-3.6674992
median	0.40048675
Q3	3.8022177
95-th percentile	9.9158456
Maximum	25.066768
Range	51.255263
Interquartile range (IQR)	7.4697169

Descriptive statistics

Standard deviation	6.2933464
Coefficient of variation (CV)	111.01277
Kurtosis	0.8219595
Mean	0.05669029
Median Absolute Deviation (MAD)	3.7058407
Skewness	-0.066876169
Sum	136.90705
Variance	39.606208
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.152644941 × 10^-11

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-9.4643697	1	< 0.1%
-8.812975202	1	< 0.1%
-7.545514151	1	< 0.1%
-8.18742921	1	< 0.1%
-4.576922686	1	< 0.1%
-2.265240904	1	< 0.1%
-0.8245289449	1	< 0.1%
-3.864356428	1	< 0.1%
-4.494229183	1	< 0.1%
-4.47781378	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
-26.18849503	1	< 0.1%
-22.57888905	1	< 0.1%
-21.10175159	1	< 0.1%
-20.57235597	1	< 0.1%
-20.37352549	1	< 0.1%
-19.51412622	1	< 0.1%
-19.0091265	1	< 0.1%
-18.97101471	1	< 0.1%
-18.69126367	1	< 0.1%
-18.6456795	1	< 0.1%

Value	Count	Frequency (%)
25.06676812	1	< 0.1%
23.11310161	1	< 0.1%
22.32019278	1	< 0.1%
21.5819198	1	< 0.1%
21.24051675	1	< 0.1%
21.18758066	1	< 0.1%
20.9124565	1	< 0.1%
20.47358388	1	< 0.1%
20.39390749	1	< 0.1%
20.1359744	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation

Distinct	2411
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.472113
Minimum	-99.175504
Maximum	-0.59403532
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-99.175504
5-th percentile	-94.777871
Q1	-77.895579
median	-44.611522
Q3	-18.116945
95-th percentile	-4.1300184
Maximum	-0.59403532
Range	98.581469
Interquartile range (IQR)	59.778634

Descriptive statistics

Standard deviation	31.227264
Coefficient of variation (CV)	-0.65780228
Kurtosis	-1.4119858
Mean	-47.472113
Median Absolute Deviation (MAD)	29.322754
Skewness	-0.11888835
Sum	-114645.15
Variance	975.14204
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.170430659 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-12.398391	2	0.1%
-56.13609796	2	0.1%
-91.4191309	2	0.1%
-52.15233524	2	0.1%
-7.975448637	1	< 0.1%
-60.88994188	1	< 0.1%
-69.23071826	1	< 0.1%
-81.12239734	1	< 0.1%
-83.37130652	1	< 0.1%
-94.79167839	1	< 0.1%
Other values (2401)	2401	99.4%

Value	Count	Frequency (%)
-99.17550398	1	< 0.1%
-98.93115965	1	< 0.1%
-98.89764234	1	< 0.1%
-98.88357684	1	< 0.1%
-98.82352765	1	< 0.1%
-98.68996797	1	< 0.1%
-98.60542914	1	< 0.1%
-98.54864321	1	< 0.1%
-98.4109032	1	< 0.1%
-98.31652398	1	< 0.1%

Value	Count	Frequency (%)
-0.5940353233	1	< 0.1%
-0.7849175109	1	< 0.1%
-0.9545850582	1	< 0.1%
-1.000764575	1	< 0.1%
-1.036763469	1	< 0.1%
-1.122634262	1	< 0.1%
-1.13631766	1	< 0.1%
-1.141253213	1	< 0.1%
-1.217812521	1	< 0.1%
-1.230431547	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2410
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20996973
Minimum	-378745.32
Maximum	42024321
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-378745.32
5-th percentile	3899083.1
Q1	15616683
median	20159890
Q3	24987341
95-th percentile	40232489
Maximum	42024321
Range	42403067
Interquartile range (IQR)	9370658

Descriptive statistics

Standard deviation	9916592.4
Coefficient of variation (CV)	0.47228677
Kurtosis	-0.26365177
Mean	20996973
Median Absolute Deviation (MAD)	4755675.2
Skewness	0.2611822
Sum	5.0707689 × 10¹⁰
Variance	9.8338805 × 10¹³
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6928202875

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
15436225.06	2	0.1%
18014490.07	2	0.1%
36834620.76	2	0.1%
16976306.49	2	0.1%
24457105.29	2	0.1%
17370862.96	1	< 0.1%
17378193.24	1	< 0.1%
17035905.63	1	< 0.1%
17205434.43	1	< 0.1%
17296048.4	1	< 0.1%
Other values (2400)	2400	99.4%

Value	Count	Frequency (%)
-378745.3219	1	< 0.1%
-246463.7503	1	< 0.1%
-236423.5388	1	< 0.1%
-192492.5484	1	< 0.1%
-39361.1346	1	< 0.1%
13719.76753	1	< 0.1%
40006.57868	1	< 0.1%
61869.91074	1	< 0.1%
98396.92557	1	< 0.1%
128646.1962	1	< 0.1%

Value	Count	Frequency (%)
42024321.34	1	< 0.1%
41914665.05	1	< 0.1%
41863243.4	1	< 0.1%
41770772.84	1	< 0.1%
41722133.34	1	< 0.1%
41703599.7	1	< 0.1%
41700615.36	1	< 0.1%
41681480.67	1	< 0.1%
41673975.35	1	< 0.1%
41647456.67	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2410
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3580301.9
Minimum	-18013429
Maximum	38169761
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-18013429
5-th percentile	-11345824
Q1	-3273238
median	396590
Q3	3563277.5
95-th percentile	31885895
Maximum	38169761
Range	56183190
Interquartile range (IQR)	6836515.5

Descriptive statistics

Standard deviation	12566500
Coefficient of variation (CV)	3.5098996
Kurtosis	0.62612415
Mean	3580301.9
Median Absolute Deviation (MAD)	3490936
Skewness	1.2252818
Sum	8.6464291 × 10⁹
Variance	1.5791693 × 10¹⁴
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9917160605

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
28707980	2	0.1%
-1850623	2	0.1%
23440124	2	0.1%
8216154	2	0.1%
-2996854	2	0.1%
-10516374	1	< 0.1%
-9866928	1	< 0.1%
-10268813	1	< 0.1%
-11020987	1	< 0.1%
-10838752	1	< 0.1%
Other values (2400)	2400	99.4%

Value	Count	Frequency (%)
-18013429	1	< 0.1%
-17990228	1	< 0.1%
-17411589	1	< 0.1%
-17338272	1	< 0.1%
-17289294	1	< 0.1%
-17217464	1	< 0.1%
-17186092	1	< 0.1%
-16950782	1	< 0.1%
-16919432	1	< 0.1%
-16768278	1	< 0.1%

Value	Count	Frequency (%)
38169761	1	< 0.1%
38040890	1	< 0.1%
37893952	1	< 0.1%
37864776	1	< 0.1%
37451468	1	< 0.1%
37426889	1	< 0.1%
37386275	1	< 0.1%
37205518	1	< 0.1%
37160741	1	< 0.1%
37154142	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.944752
Minimum	1.1250616
Maximum	8.4675329
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1.1250616
5-th percentile	1.5567175
Q1	2.1657981
median	2.6889128
Q3	3.5184142
95-th percentile	5.1811926
Maximum	8.4675329
Range	7.3424713
Interquartile range (IQR)	1.3526161

Descriptive statistics

Standard deviation	1.1325748
Coefficient of variation (CV)	0.38460787
Kurtosis	2.1425499
Mean	2.944752
Median Absolute Deviation (MAD)	0.61367125
Skewness	1.2722736
Sum	7111.576
Variance	1.2827256
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.00739155243

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
2.604832713	1	< 0.1%
2.689494847	1	< 0.1%
2.649720478	1	< 0.1%
2.719979567	1	< 0.1%
2.713355795	1	< 0.1%
2.706587032	1	< 0.1%
2.662460319	1	< 0.1%
3.065970039	1	< 0.1%
3.370443017	1	< 0.1%
3.260183523	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
1.125061585	1	< 0.1%
1.140112724	1	< 0.1%
1.154021681	1	< 0.1%
1.165006908	1	< 0.1%
1.167947403	1	< 0.1%
1.171377955	1	< 0.1%
1.172173148	1	< 0.1%
1.174334237	1	< 0.1%
1.174652408	1	< 0.1%
1.175609368	1	< 0.1%

Value	Count	Frequency (%)
8.467532873	1	< 0.1%
8.306224719	1	< 0.1%
8.243164574	1	< 0.1%
8.073637051	1	< 0.1%
7.837107901	1	< 0.1%
7.743825354	1	< 0.1%
7.704002807	1	< 0.1%
7.610426146	1	< 0.1%
7.609625952	1	< 0.1%
7.561942881	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9914729
Minimum	0.95446523
Maximum	4.1461225
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.95446523
5-th percentile	1.1881208
Q1	1.5718874
median	1.9300417
Q3	2.2864582
95-th percentile	3.1424386
Maximum	4.1461225
Range	3.1916573
Interquartile range (IQR)	0.71457077

Descriptive statistics

Standard deviation	0.5778595
Coefficient of variation (CV)	0.29016689
Kurtosis	0.55009631
Mean	1.9914729
Median Absolute Deviation (MAD)	0.35812182
Skewness	0.82691786
Sum	4809.4071
Variance	0.3339216
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.01279172203

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
1.946070496	1	< 0.1%
1.981350804	1	< 0.1%
1.951254144	1	< 0.1%
1.98259309	1	< 0.1%
2.019550726	1	< 0.1%
2.090297256	1	< 0.1%
2.049562043	1	< 0.1%
2.242450468	1	< 0.1%
2.399418466	1	< 0.1%
2.343745915	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
0.9544652289	1	< 0.1%
0.9571639132	1	< 0.1%
0.9794240105	1	< 0.1%
0.9815608908	1	< 0.1%
0.9816873373	1	< 0.1%
0.9897684228	1	< 0.1%
1.003988757	1	< 0.1%
1.009509522	1	< 0.1%
1.011289141	1	< 0.1%
1.014784702	1	< 0.1%

Value	Count	Frequency (%)
4.14612248	1	< 0.1%
4.107828061	1	< 0.1%
4.06197822	1	< 0.1%
4.01155478	1	< 0.1%
3.935421881	1	< 0.1%
3.924300933	1	< 0.1%
3.847022007	1	< 0.1%
3.842177264	1	< 0.1%
3.840495346	1	< 0.1%
3.837154896	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	766
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9913871

Minimum	0.47999954
Maximum	11.129997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.47999954
5-th percentile	0.88000107
Q1	1.3300018
median	1.7799988
Q3	2.4200001
95-th percentile	3.7030029
Maximum	11.129997
Range	10.649998
Interquartile range (IQR)	1.0899982

Descriptive statistics

Standard deviation	0.9761774
Coefficient of variation (CV)	0.49019971
Kurtosis	8.1028791
Mean	1.9913871
Median Absolute Deviation (MAD)	0.51999664
Skewness	2.008472
Sum	4809.2
Variance	0.95292231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	18	0.7%
1.75	17	0.7%
1.61000061	17	0.7%
1.930000305	14	0.6%
1.529998779	14	0.6%
1	14	0.6%
1.63999939	14	0.6%
1.849998474	13	0.5%
1.459999084	13	0.5%
1.319999695	13	0.5%
Other values (756)	2268	93.9%

Value	Count	Frequency (%)
0.4799995422	1	< 0.1%
0.4899978638	1	< 0.1%
0.5	1	< 0.1%
0.5200004578	2	0.1%
0.5500030518	1	< 0.1%
0.5699996948	1	< 0.1%
0.5900001526	2	0.1%
0.6000022888	1	< 0.1%
0.6199989319	1	< 0.1%
0.6299972534	1	< 0.1%

Value	Count	Frequency (%)
11.12999725	1	< 0.1%
8.290000916	1	< 0.1%
8	1	< 0.1%
7.790000916	1	< 0.1%
7.75	1	< 0.1%
7.649993896	1	< 0.1%
7.340003967	1	< 0.1%
7.099998474	1	< 0.1%
7.050003052	1	< 0.1%
6.709999084	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2415
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.995211
Minimum	26.556923
Maximum	115.04439
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.556923
5-th percentile	41.602099
Q1	52.060824
median	72.979341
Q3	93.937308
95-th percentile	105.21942
Maximum	115.04439
Range	88.487472
Interquartile range (IQR)	41.876484

Descriptive statistics

Standard deviation	22.239663
Coefficient of variation (CV)	0.30467291
Kurtosis	-1.3739523
Mean	72.995211
Median Absolute Deviation (MAD)	20.939561
Skewness	-0.015653405
Sum	176283.43
Variance	494.60263
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5865554167

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
73.57901152	1	< 0.1%
72.78549437	1	< 0.1%
72.20549472	1	< 0.1%
71.72439567	1	< 0.1%
71.96791169	1	< 0.1%
72.97395668	1	< 0.1%
73.82549621	1	< 0.1%
73.62219901	1	< 0.1%
72.82340827	1	< 0.1%
72.62846215	1	< 0.1%
Other values (2405)	2405	99.6%

Value	Count	Frequency (%)
26.55692289	1	< 0.1%
26.67571416	1	< 0.1%
27.11252787	1	< 0.1%
27.38604393	1	< 0.1%
27.50857095	1	< 0.1%
27.53076947	1	< 0.1%
27.77010964	1	< 0.1%
27.79582443	1	< 0.1%
28.04230698	1	< 0.1%
28.19626433	1	< 0.1%

Value	Count	Frequency (%)
115.0443946	1	< 0.1%
114.4312085	1	< 0.1%
114.1879126	1	< 0.1%
113.2938451	1	< 0.1%
112.6720884	1	< 0.1%
111.8153847	1	< 0.1%
111.3684619	1	< 0.1%
111.1161533	1	< 0.1%
111.0346166	1	< 0.1%
110.7662639	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	-0.473	0.013	-0.010	-0.123	-0.119	-0.124	-0.003	-0.122	-0.247	0.644	-0.035	-0.297	-0.131	-0.039	-0.124	-0.127
ATR	-0.473	1.000	-0.024	-0.150	0.283	0.281	0.281	-0.094	0.281	0.498	-0.268	-0.060	0.654	0.272	-0.076	0.280	0.277
BOP	0.013	-0.024	1.000	0.388	0.008	0.003	0.003	0.162	0.004	-0.067	0.074	0.291	-0.076	0.017	0.470	0.009	0.059
CMO	-0.010	-0.150	0.388	1.000	0.056	0.038	0.045	0.771	0.042	-0.240	0.161	0.865	-0.209	0.132	0.929	0.074	0.140
EMA	-0.123	0.283	0.008	0.056	1.000	0.998	1.000	0.033	0.999	-0.640	0.360	0.006	0.182	0.994	0.038	1.000	0.995
KAMA	-0.119	0.281	0.003	0.038	0.998	1.000	0.998	0.022	0.998	-0.640	0.361	-0.011	0.184	0.991	0.018	0.998	0.992
MA	-0.124	0.281	0.003	0.045	1.000	0.998	1.000	0.028	0.999	-0.639	0.358	-0.006	0.183	0.993	0.025	0.999	0.992
MFI	-0.003	-0.094	0.162	0.771	0.033	0.022	0.028	1.000	0.023	-0.167	0.144	0.720	-0.130	0.109	0.726	0.051	0.092
MidPrice	-0.122	0.281	0.004	0.042	0.999	0.998	0.999	0.023	1.000	-0.640	0.358	-0.014	0.182	0.992	0.019	0.998	0.992
NATR	-0.247	0.498	-0.067	-0.240	-0.640	-0.640	-0.639	-0.167	-0.640	1.000	-0.543	-0.128	0.348	-0.649	-0.168	-0.643	-0.648
OBV	0.644	-0.268	0.074	0.161	0.360	0.361	0.358	0.144	0.358	-0.543	1.000	0.090	-0.176	0.362	0.135	0.361	0.365
ROC	-0.035	-0.060	0.291	0.865	0.006	-0.011	-0.006	0.720	-0.014	-0.128	0.090	1.000	-0.126	0.088	0.872	0.024	0.084
TRANGE	-0.297	0.654	-0.076	-0.209	0.182	0.184	0.183	-0.130	0.182	0.348	-0.176	-0.126	1.000	0.170	-0.162	0.179	0.168
TSF	-0.131	0.272	0.017	0.132	0.994	0.991	0.993	0.109	0.992	-0.649	0.362	0.088	0.170	1.000	0.109	0.997	0.996
WILLR	-0.039	-0.076	0.470	0.929	0.038	0.018	0.025	0.726	0.019	-0.168	0.135	0.872	-0.162	0.109	1.000	0.053	0.123
WMA	-0.124	0.280	0.009	0.074	1.000	0.998	0.999	0.051	0.998	-0.643	0.361	0.024	0.179	0.997	0.053	1.000	0.996
close	-0.127	0.277	0.059	0.140	0.995	0.992	0.992	0.092	0.992	-0.648	0.365	0.084	0.168	0.996	0.123	0.996	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	74.709999	False	77.506001	77.385474	75.949905	76.443637	78.079998	-0.363057	-50.442674	23.050244	-9.464370	-91.214219	98396.925575	-1320283.0	2.604833	1.946070	1.570000	73.579012
2010-01-27	2010-01-27	73.669998	False	76.794000	76.709933	75.448458	75.746182	76.660000	-0.418035	-55.951382	13.906031	-8.812975	-90.973477	40006.578683	-1676462.0	2.689495	1.981351	2.439995	72.785494
2010-01-28	2010-01-28	73.639999	False	76.193000	76.151763	75.088957	75.172727	76.505001	-0.070513	-56.107753	7.563779	-7.545514	-91.238953	13719.767531	-1969373.0	2.649720	1.951254	1.559998	72.205495
2010-01-29	2010-01-29	72.889999	False	75.543000	75.558715	74.630313	74.572182	75.869999	-0.418410	-60.047628	7.588523	-8.187429	-96.006951	-192492.548422	-2304643.0	2.719980	1.982593	2.389999	71.724396
2010-02-01	2010-02-01	74.430000	False	75.186000	75.353494	74.614973	74.369818	75.790001	0.636002	-32.842598	6.426067	-4.576923	-79.818357	-39361.134604	-2027232.0	2.713356	2.019551	2.500000	71.967912
2010-02-02	2010-02-02	77.230003	False	75.007001	75.694678	74.677812	74.741455	75.730000	0.760797	1.114327	15.139663	-2.265241	-41.747521	283101.563080	-1660963.0	2.706587	2.090297	3.010002	72.973957
2010-02-03	2010-02-03	76.980003	False	74.943001	75.928373	74.700987	75.100183	75.395000	-0.006575	-1.386403	24.705433	-0.824529	-42.622915	128646.196177	-2052257.0	2.662460	2.049562	1.520004	73.825496
2010-02-04	2010-02-04	73.139999	False	74.649001	75.421396	74.638504	74.772364	75.230000	-0.831578	-30.655782	23.454575	-3.864356	-89.550054	-236423.538763	-2576149.0	3.065970	2.242450	4.750000	73.622199
2010-02-05	2010-02-05	71.190002	False	74.314001	74.652052	74.480176	74.143456	73.770000	-0.416666	-40.602987	21.711123	-4.494229	-82.487024	-378745.321896	-3172291.0	3.370443	2.399418	4.440002	72.823408
2010-02-08	2010-02-08	71.889999	False	73.977000	74.149861	74.360011	73.702728	73.770000	-0.179013	-32.993739	27.770552	-4.477814	-74.921304	-246463.750290	-2826653.0	3.260184	2.343746	1.620003	72.628462

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-19	2019-08-19	56.209999	False	54.457000	55.156846	56.125102	55.036000	53.995001	0.796178	7.193378	49.235643	2.779302	-31.445793	3.955044e+07	37205518.0	3.620926	2.035323	1.570000	54.870768
2019-08-20	2019-08-20	56.340000	False	54.728000	55.371965	56.132824	55.378363	53.995001	0.181819	8.240467	49.347426	5.053140	-22.088370	3.994999e+07	37864776.0	3.521882	1.984228	1.320000	55.967142
2019-08-21	2019-08-21	55.680000	False	55.187000	55.427972	56.088758	55.551454	54.705000	-0.234176	1.763791	58.298110	8.984146	-25.755406	3.936181e+07	37160741.0	3.511772	1.955355	1.580002	56.134725
2019-08-22	2019-08-22	55.349998	False	55.468000	55.413795	56.048693	55.581090	54.920000	-0.366460	-1.510245	50.661678	5.348301	-30.503633	3.912631e+07	36539168.0	3.488142	1.930687	1.610001	56.451648
2019-08-23	2019-08-23	54.169998	False	55.434999	55.187650	56.034814	55.345090	55.355001	-0.500001	-12.672787	50.799555	-0.605508	-47.482053	3.895530e+07	35732017.0	3.620734	1.961352	2.359997	56.271098
2019-08-26	2019-08-26	53.639999	False	55.305999	54.906259	55.982771	55.018727	55.215000	0.169565	-17.347738	50.832291	-2.348445	-55.107934	3.867779e+07	35052995.0	3.701605	1.985541	2.299999	55.769889
2019-08-27	2019-08-27	54.930000	False	55.089000	54.910575	55.932545	54.950363	55.045000	0.576355	-2.507057	60.349765	-3.800347	-45.931279	3.881004e+07	35649619.0	3.626958	1.992288	2.080002	55.190329
2019-08-28	2019-08-28	55.779999	False	55.143999	55.068652	55.930737	55.075999	55.045000	0.049645	6.179771	60.320436	0.995834	-33.137288	3.855668e+07	36323667.0	3.549627	1.979982	1.820000	54.981977
2019-08-29	2019-08-29	56.709999	False	55.367999	55.367079	55.976021	55.360727	55.045000	0.568492	14.942558	60.006193	4.112351	-16.851481	3.903190e+07	36954427.0	3.425921	1.942840	1.459999	55.277142
2019-08-30	2019-08-30	55.099998	False	55.390999	55.318519	55.970391	55.311999	55.045000	-0.705070	-2.562799	52.069431	0.419172	-52.549925	3.868267e+07	36246159.0	3.555474	1.959066	2.170002	55.115054

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample